Optimization Strategies
Advanced optimization strategies for maximizing DotCompute performance.
🚧 Documentation In Progress - Optimization strategies guide is being developed.
Overview
Key optimization strategies:
- Memory optimization
- Kernel optimization
- Load balancing
- Adaptive backend selection
- Profiling and tuning
Memory Optimization
Memory Pooling
TODO: Document memory pooling benefits:
- Allocation reduction
- Fragmentation prevention
- Performance impact
Memory Access Patterns
TODO: Explain memory access optimization:
- Coalescing patterns
- Cache utilization
- Bandwidth optimization
Zero-Copy Transfers
TODO: Document zero-copy mechanisms
Kernel Optimization
Kernel Fusion
TODO: Explain kernel fusion technique
Work Distribution
TODO: Document work distribution optimization:
- Load balancing
- Work stealing
- Dynamic scheduling
Register Optimization
TODO: Explain register pressure management
Occupancy Optimization
TODO: Document occupancy analysis and tuning
Backend Selection
Adaptive Backend Selection
TODO: Document ML-based backend selection:
- Profile-based selection
- Learning algorithms
- Selection heuristics
Backend Characteristics
TODO: Explain when to use CPU vs GPU
Profiling and Analysis
Performance Profiling
TODO: Document profiling tools usage
Bottleneck Identification
TODO: Explain bottleneck detection
Optimization Recommendations
TODO: Document automatic recommendations
Multi-GPU Optimization
Load Distribution
TODO: Explain load distribution strategies
Communication Optimization
TODO: Document communication patterns
Synchronization Optimization
TODO: Explain synchronization techniques
Algorithm Selection
Algorithm Characteristics
TODO: Document algorithm performance profiles
Data Structure Selection
TODO: Explain data structure impact
Compiler Optimizations
Compilation Options
TODO: Document compiler flags:
- Optimization levels
- Architecture targeting
- Inlining strategies
Benchmarking
Performance Measurement
TODO: Explain benchmarking practices
Comparative Analysis
TODO: Document comparison techniques
Common Pitfalls
TODO: List common optimization mistakes
Examples
TODO: Provide optimization examples